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. 2023 Jul 11;9(7):e17925. doi: 10.1016/j.heliyon.2023.e17925

Table 2.

Grid search technique parameters.

Hyperparameters tuned Min value Max value Increments Length
Decision Tree – complexity 0.001 0.1 0.01 10
Decision Tree – number of observations chosen when splitting a node 60 100 10 5
Decision Tree – depth parameter 6 10 1 5
Random Forest – number of explanatory variables considered at each split 2 6 1 5
Random Forest – number of Trees that need to be grown 50 100 10 6